Useful AI.
With human oversight.

Choose a task before choosing a model

Start with work you can describe clearly. Possible uses include preparing a draft reply for review, organizing enquiry text into agreed categories or helping someone find information in approved business material. Each use has different requirements for accuracy, data access and customer expectations.

An AI feature should solve a practical problem. It may not be the right choice for a simple rule-based task, or for a decision that needs reliable judgment without review. We compare the proposed use with simpler automation where that is appropriate.

Keep the input and output under control

We discuss which information a tool needs and where that information will be processed. API credentials belong on the server, not in a public website. Access should be limited to the material needed for the task, and provider costs and data-handling arrangements need review before launch.

AI-generated text can be wrong, incomplete or unsuitable. Draft replies should be reviewed before sending, and information tools need a clear way to say when an answer is uncertain. Customer-facing AI use is discussed with you before it is added.

What a scoped integration can include

These choices are agreed for the specific project. We do not promise autonomous operation, perfect answers or guaranteed business results. Your business remains responsible for decisions made using the output.

• A defined use case and examples of acceptable output
• Connection to an appropriate provider or existing business tool
• Input limits and checks on generated output
• A human review step and a fallback when the tool fails
• Discussion of provider usage costs and ongoing maintenance

Evaluate the feature on realistic examples

We review the proposed feature with representative examples, including cases where it should ask for help or avoid producing an answer. That review helps you decide whether the feature is useful enough to launch and what oversight it needs.

To get started, describe the task, the tools involved and the information you would use. Do not send confidential customer records or credentials through the general enquiry form. We can agree an appropriate way to review relevant materials after the initial conversation.